The Sons of Caesar: Imperial Rome's First Dynasty by Philip Matyszak

Instead of focusing on silly rumors and stereotypes about these guys, the author analyzes the political and social changes that made the Empire possible and that the first emperors themselves brought about.  I've always been skeptical of the one-dimensional characterizations of Tiberius, Caligula, Claudius and Nero, so I enjoyed this a lot.